NBA-Analytics-Streamlit-App-with-LangChain-Agent

Name: NBA-Analytics-Streamlit-App-with-LangChain-Agent
Author: petermartens98

petermartens98 October 30, 2025

3 copies 0 downloads

Interactive NBA Analytics app with Streamlit and a LangChain conversational agent connected to extracted data. Explore player, team, and game stats, track injuries, run simulations, visualize trends, and get AI-powered insights. Ongoing development, open to collaboration.

Agent Definition

# NBA Analytics Streamlit App with LangChain Agent

### Project Overview

The **NBA Analytics Streamlit App** provides interactive dashboards for player, team, and game stats. It integrates a **LangChain Agent** for AI-powered insights and natural language queries, enabling users to explore performance metrics, head-to-head comparisons, and game-level analytics in real time.

The Project is Currently in Continuing Development, and Open to Collaboration.

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### **Features**

| Feature                  | Description                                                                                                                    |
| ------------------------ | ------------------------------------------------------------------------------------------------------------------------------ |
| **Today's Matchups**     | View today’s games with key stats and predictions.                                                                             |
| **Injuries**             | Track current player injuries and impact to team.                                                                              |
| **All Players**          | Overview of all player stats, performance trends, shot selection, player archetypes, and impact players; filterable on team.                                             |
| **Single Player**        | Detailed profile and analytics for an individual player; including game logs, career stats, performance trends, shooting analysis, and player impact.                    |
| **All Teams**          | Overview of all teams stats, shooting analysis, ball movement, home/away trends, defense and a team comparison tool                                        |
| **Single Team**        | Detailed overview and analytics for an individual team; including rosters, game logs, scoring efficiency and trends.                    |
| **Simulation**           | Simulate games or matchups based on player/team data.

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